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Part 1: Document Description
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Citation |
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Title: |
Replication Data For Quality of Life Heterogeneity Analysis In A Clinical Youth Mental Health Sample |
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Identification Number: |
doi:10.7910/DVN/RDG51Y |
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Distributor: |
Harvard Dataverse |
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Date of Distribution: |
2024-02-14 |
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Version: |
1 |
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Bibliographic Citation: |
Caroline X Gao; Matthew P Hamilton, 2024, "Replication Data For Quality of Life Heterogeneity Analysis In A Clinical Youth Mental Health Sample", https://doi.org/10.7910/DVN/RDG51Y, Harvard Dataverse, V1 |
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Citation |
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Title: |
Replication Data For Quality of Life Heterogeneity Analysis In A Clinical Youth Mental Health Sample |
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Subtitle: |
Synthetic Dataset And R Markdown Scripts |
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Identification Number: |
doi:10.7910/DVN/RDG51Y |
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Authoring Entity: |
Caroline X Gao (Orygen) |
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Matthew P Hamilton (Orygen) |
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Other identifications and acknowledgements: |
Caroline Gao |
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Producer: |
Orygen |
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Software used in Production: |
R |
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Distributor: |
Harvard Dataverse |
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Access Authority: |
Caroline Gao |
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Depositor: |
Hamilton, Matthew |
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Date of Deposit: |
2021-12-06 |
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Holdings Information: |
https://doi.org/10.7910/DVN/RDG51Y |
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Study Scope |
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Keywords: |
Medicine, Health and Life Sciences, latent class analysis, quality of life, youth mental health |
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Abstract: |
This dataset is provided so that others can apply and test the analysis algorithms we have developed. It includes synthetic (fake) data that was generated for the sole purpose of enabling users to rerun our analysis algorithm. |
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Methodology and Processing |
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Sources Statement |
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Data Access |
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Other Study Description Materials |
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Label: |
cv_results.rds |
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Text: |
A copy of initial cross-validation output generated by the Sample_code.Rmd markdown file when applied to a fake dataset (Syn_AQOL_6D.rds) . This file is useful both for comparing your own output and for re-running the analysis without the time-consuming initial cross-validation step. |
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Notes: |
application/gzip |
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Label: |
LOSO_CV_results.rds |
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Text: |
A copy of LOSO cross-validation output generated by the Sample_code.Rmd markdown file when applied to a fake dataset (Syn_AQOL_6D.rds) . This file is useful both for comparing your own output and for re-running the analysis without the time-consuming LOSO cross-validation step. |
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Notes: |
application/gzip |
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Label: |
Sample_code.html |
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Text: |
HTML output rendered by the Sample_code.Rmd markdown file when it was run by the author (Gao). |
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Notes: |
text/html |
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Label: |
Sample_code.Rmd |
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Text: |
An R markdown file of the main analysis algorithm, applied to fake data (Syn_AQOL_6D.rds - this which should be saved in the same directory as Sample_code.Rmd in order for this file to execute). Note this program was written for implementation on Mac computers. Some minor edits are required to run on Windows machines - most importantly to set the number of requested cores to 1. |
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Notes: |
application/octet-stream |
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Label: |
Syn_AQOL_6D.rds |
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Text: |
An R object containing a synthetic (fake) dataset. This dataset was created solely for the purposes of enabling the main analysis program (Sample_code.Rmd) to be rerun. It is not intended for any other purpose. |
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Notes: |
application/gzip |
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Label: |
Syn_pop.html |
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Text: |
HTML output produced when the authors (Gao) executed the program (Syn_pop.Rmd) that generated the syntehtic dataset (Syn_AQOL_6D.rds). |
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Notes: |
text/html |
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Label: |
Syn_pop.Rmd |
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Text: |
Program to generate the synthetic dataset. Note, the original dataset to which this program was applied is not publicly available so this program cannot be executed by third parties without some modification. |
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Notes: |
application/octet-stream |